At its very heart, computers can only understand numbers. This triggers a main challenge: finding a way to communicate the messy and nuanced human language to a more precise, numerical interpretation.
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POSTS
SELECTED PROJECTS
Depression Classification
IEEE WIP
Actigraphy feature extraction for depression detection using temporal segmentation approaches.
Collection Score
LightGBM + Mistral AI
91.3% accuracy debt recovery predictor — projected 40% productivity gain for collection teams.
Climate Change Forecasting
ARIMA / NASA GISTEMP
Global temperature anomaly projections through 2030, projecting 1.13°C sustained anomalies.
Cardiac Arrest Predictor
K-means / Mean-Shift
Unsupervised heart attack risk pattern identification using clustering methods.
READING
PAPERS
BOOKS
Deep Learning — Goodfellow et al.
The 100-Page ML Book — Burkov ★
Stanford ML Notes — Andrew NG ★
Art of Doing Science — Hamming ★
Essential Math for AI — Nelson
The StatQuest Guide to ML — Strammer ★
★ personal recommendations